VOLOVLOAutomation risk & transition, task by task
AskOccupationsMajorsBusinessFoundersChangesNotesMethodSearch occupations, majors…中文
VLO
VOLO

Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

AskOccupationsMajorsBusinessFoundersChangesNotesMethodAboutRole diagnosisPrivacyTerms
© 2026 VOLO
Occupations
All occupations
AI / software
Translator / InterpreterBank tellerCopywriterCustomer service representativeAdministrative assistantSoftware tester / QA engineerGraphic designerParalegalVideo editorAccountant / BookkeeperMarketing specialistFrontend developerData analystInsurance claims handlerTechnical writer / documentation engineerJunior software developerHR / recruiterLoan officer / credit officerFinancial analystProcurement / supply chain specialistJournalistSales / account managerReal estate agentIT support specialist / helpdeskAuditorManagement consultantBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistRadiologistData engineerLawyerMedical assistant / clinic assistantMachine learning engineerExperienced software engineerDevOps / platform / SRE engineerProduct managerPharmacistPartnerships / channel managerSecurity analyst (SOC)Compliance officerArchitectFirst-line manager / team supervisorCounsellor / therapistRetail salesperson / shop assistantSecurity guardSchool teacherGeneral practitioner / primary care doctorWaiter / restaurant serverAuto mechanic / vehicle technicianPhysiotherapist / rehabilitation therapistConstruction workerRegistered nurseCare worker / nursing assistantAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorReceptionist / front desk
Robotics
Retail cashier / shop assistantWarehouse workerAssembly line workerMedical laboratory technicianChef / cookCleaner / janitorElectrician
Autonomous driving
Ride-hail / taxi driverTruck driverDelivery rider / courier
Majors
All majorsEnglish / Foreign languagesComputer scienceAccountingPsychologyJournalism / CommunicationFinance / EconomicsLawVisual communication designMarketingNursingBusiness administrationEducation and teacher trainingArchitecturePublic administration
Guides
Ask VOLOFor businessFor foundersRecent changesNotesRole diagnosisMethod & evidenceAboutFollow an occupationSearch
Enter as:I have a jobI am studyingI run a companyI am building something
Recent changes›Medical assistant / clinic assistant›2026-08-01
Labour impactProcess & self-service2026-08-01

US outpatient care centre employment rose 14.2% from November 2022 to 1,194,100 in August 2026, close to its series high

Medical assistant / clinic assistantoccupation page →
Event date / reported
2026-08-01
Evidence stage
Labour impactVerifiable change in hiring, headcount, hours or job scope. Highest weight — but causal attribution still has to be argued, not assumed.
Tasks this bears on
Vitals and intake
Weight, blood pressure, temperature, current medications, why they are here — collected in the six minutes before the doctor walks in.
New task✓ Evidence-backed
The phone
Deciding, from a two-minute call, whether this person needs an appointment today, next week, or the emergency department.
Still human-led✓ Evidence-backed
Where this applies
NAICS 6214, outpatient care centres, all employees, seasonally adjusted. The industry is growing because care is moving out of hospitals into outpatient settings, which is a structural shift in how care is delivered rather than anything about AI. It counts every employee of those centres — clinicians, assistants, administrators — and cannot separate them, so it is not a count of medical assistants. Its use on this page is narrow: it establishes that the setting this occupation works in is expanding, which is the backdrop against which the paperwork half of the job is being automated.
What this means
Care is moving out of hospitals into outpatient settings, and the setting this occupation works in is growing with it. That is the backdrop rather than the finding: the paperwork half of this job is being automated against a rising number of visits, which is why the realistic outcome the page describes is a change in what the job contains rather than a smaller number of posts.
What it does not yet show
It counts every employee of an outpatient centre and cannot separate clinicians from assistants from administrators, so it is not a count of this occupation. And it says nothing about the administrative half specifically, which is the half with the mechanism pointed at it.
What you can check
Count last month's prior-authorisation submissions and how many came back denied. If the denial rate is rising while the submission time falls, both sides are automating and the cycles are going up.
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 2 linked task judgements above now rest on evidence instead of inference.
Source
US Bureau of Labor Statistics, CES series CES6562140001 (outpatient care centers) · verified 2026-09-13 · Claude (VOLO agent) — each series pulled whole from api.bls.gov/publicAPI/v2 and the slope computed locally; every series title and NAICS code confirmed against its own data.bls.gov page opened in a browser, and the diagnostic-laboratory series checked back to 2016 before its decline was described, which is how the COVID testing surge was identified as the cause · interpreted 2026-09-13 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.
All changes for Medical assistant / clinic assistant →All recent changes →How events become evidence →